Adaptive Intellectual Decision Support System for Assessing Changes in Information States of Objects in Cloud Computing Environments

A. Skatkov, A. Bryukhovetskiy, D. Moiseev
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引用次数: 1

Abstract

The purpose of monitoring the state of the objects of the cloud computing environment is to ensure their effective functioning. With the purpose of developing known statistical methods for monitoring the state of objects, a scientific approach is proposed that makes it possible to minimize errors of the 1st and 2nd kind when assessing the state of objects, compress large amounts of data without losing their informativeness based on the use of the Kulbak information measure. This approach largely allows satisfying the requirements for the implementation of known methods for monitoring the state of objects in the cloud computing environment. These requirements include: processing large amounts of current information to adjust the parameters of the control and management system; decision-making on the results of processing in real time; timely detection of possible precritical conditions of objects that may be associated with great economic damage or even catastrophic consequences.
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云计算环境下评估对象信息状态变化的自适应智能决策支持系统
监视云计算环境中对象的状态的目的是确保其有效运行。以发展已知的监测物体状态的统计方法为目的,提出了一种科学的方法,可以在评估物体状态时最大限度地减少第一类和第二类错误,压缩大量数据而不失去基于Kulbak信息度量的信息。这种方法在很大程度上满足了实现用于监视云计算环境中对象状态的已知方法的需求。这些要求包括:处理大量的当前信息以调整控制和管理系统的参数;对处理结果进行实时决策;及时发现可能造成重大经济损失甚至灾难性后果的物体的可能的临界状态。
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